MCP-Diag: A Deterministic, Protocol-Driven Architecture for AI-Native Network Diagnostics

Devansh Lodha, Mohit Panchal, Sameer G. Kulkarni

The integration of Large Language Models (LLMs) into network operations (AIOps) is hindered by two fundamental challenges: the stochastic grounding problem, where LLMs struggle to…